CN106982257A - The management system and method for a kind of sensor network data - Google Patents
The management system and method for a kind of sensor network data Download PDFInfo
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- CN106982257A CN106982257A CN201710216184.9A CN201710216184A CN106982257A CN 106982257 A CN106982257 A CN 106982257A CN 201710216184 A CN201710216184 A CN 201710216184A CN 106982257 A CN106982257 A CN 106982257A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/12—Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
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- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
- G06F16/36—Creation of semantic tools, e.g. ontology or thesauri
- G06F16/367—Ontology
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/02—Protocols based on web technology, e.g. hypertext transfer protocol [HTTP]
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
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- H04L67/565—Conversion or adaptation of application format or content
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Abstract
The present invention relates to a kind of management system of sensor network data and method, wherein, the management system includes：Sensing layer, including sensor node and router node；Original data processing layer, including original data processing module and raw data databases；Semantic layer, including sensor body and industrial application body；Middleware layer, the HTTP request for handling browser or application program, and query semantics graphic data base, return to http response to user；Application layer, including browser and/or application program.The technical scheme that the present invention is provided, can solve the problem that the intellectuality of traditional sensors network is very low, the problem of analyzing and processing work of mass data is required for manually going to complete.
Description
Technical field
The invention belongs to semantic network technology field, it is related to the management system and method for a kind of sensor network data.
Background technology
Semantic net is considered as following latticed form, is proposed by Di Mubainasi-Lee.This network is a kind of machine
Intelligible intelligent network, it can allow computer understanding concept and its logical relation each other.Its basic thought is to incite somebody to action
Relation between the vocabulary and vocabulary in one field is well defined in the way of unambiguously.Enable a computer to similar to people
The mode of brain goes to understand the resource on network, so as to handle the information on network in a kind of intelligent mode.Sensor network is
One important component of Internet of Things field, is mainly used in perceiving environmental information.Especially in modern industry application, sensor
Network has played huge effect.They perceive the environment of surrounding just as a skin, so that ancillary staff understands
Current production environment, and make according to the environmental information of collection certain reaction.However, the intellectuality of traditional sensors network
Very low, the analyzing and processing work of mass data is required for manually going to complete.Therefore, semantic technology is introduced into sensor network neck
Domain, the intellectuality of enhancing data management of sensor network has widely practical value.
The content of the invention
In view of this, can it is an object of the invention to provide a kind of management system of sensor network data and method
The intellectuality for solving traditional sensors network is very low, the problem of analyzing and processing work of mass data is required for manually going to complete.
To reach above-mentioned purpose, the present invention provides following technical scheme：
A kind of management system of sensor network data, the management system include application layer, middleware layer, semantic layer,
Original data processing layer and sensing layer, wherein：The sensing layer includes sensor node and router node, the sensing layer
Data source is provided for gathering industrial production environment data, and for the renewal of instances of ontology；The original data processing layer, including
Original data processing module and raw data databases, original data processing layer be used to realizing the expression of data, classification and
Filtering, and store in the raw data databases after data format is changed by gateway device；The semantic layer bag
Include sensor body and industrial application body, the semantic layer is used for the renewal of support body, extension, inspection and perfect；
In the semantic layer, body is stored in semantic graphic data base；In the semantic layer, sensor network data is carried out
The judgement of threshold value, wherein, qualified data carry out numerical value by the interface of semantic graphic data base to the example in body
Update；Described middleware layer, the HTTP request for handling browser or application program, and query semantics graph data
Storehouse, returns to http response to user；The application layer includes browser and/or application program；Wherein, user passes through browser
Or the real-time letter of application program management sensor network data, monitoring sensor network operation state and commercial Application environment
Breath；The application layer shows current information in the form of knowledge mapping, and provides the user a query interface, and passes through
The query interface its information interested to user feedback；By browser or application program, the position of sensor can be entered
Row deployment.
Further, the user includes domestic consumer and administrator；Wherein, domestic consumer can only be to sensor network
Network data are checked and equipment can not be controlled；Administrator is not only able to check sensor network data, and
Production environment and equipment can be controlled.
A kind of management method of sensor network data, the management method includes：Sensor and commercial Application are led
Domain is modeled, and unified ontology model is provided for industrial application；The data of sensor node collection are carried out by gateway device
Preliminary data are represented, classify and filtered, and then are stored into raw data databases；Gateway device is by sensor network data
The data of IPv4 forms are converted to, and the data of the IPv4 forms are sent to PC ends；Will by the interface of ontology database
Sensor network data accesses ontology database；The sensor network data for meeting preparatory condition is deposited by threshold value judgment module
Store up in ontology database；Judge whether there is the information of default sensor node in ontology database；If it does, will
The information updating of sensor node is preset described in ontology database；If it does not, creating the example of a sensor node；
Application program or browser send HTTP request to Web server, and by backend applications in ontology database
Content conducts interviews；The Web server is by http response to application program or browser returning result.
Further, sensor and industrial application modeling are included：Using semantic technology to front end awareness apparatus
And industrial application modeling so that field term and vocabulary have clear and definite implication；Wherein, by Ontology Modeling, term
And its between incidence relation defined in a kind of machine understandable mode, meanwhile, when sensor network data has been assigned
Between, space and theme it is semantic.
Further, methods described also includes：It regard the data of dynamic change as sensor reality in the way of blank node
One property value of example；Also, application program is able to detect that the data that sensor is sent, and blank node is updated in real time
On data；The data of the dynamic change include the numerical value and acquisition time that sensor is gathered.
Further, methods described also includes：By analyzing sensor network data, thus it is speculated that go out current sensor network
Operation conditions and detection commercial Application environment abnormality, and send instruction production environment is regulated and controled.
Further, the browser or the application deployment sensor node information, the sensor node
Information includes the measurement position of sensor node；Correspondingly, methods described also includes：From browser or application program enforcement division
Affix one's name to the order of sensor node, and one sensor instance of renewal in semantic graphic data base.
Further, source address, destination address, numerical value, sensor network protocol are included in the sensor network data
At least one of；Correspondingly, instances of ontology update module extracts corresponding data bit value, and by the corresponding data position of extraction
Numerical value is used to update the example in ontology database.
Further, the browser or the application program are additionally operable to provide the user query interface, pass through user
Input instruction retrieve user's resource interested, and by Query Result in the form of a table or the exhibition in the form of knowledge mapping
Show to user.
The beneficial effects of the present invention are：
The present invention provides unified Data sharing model for sensing data by Ontology Modeling.Therefore, this method can be with
Effectively management of sensor network data and commercial Application environment, can solve the problem that the intellectuality of traditional sensors network is very low, greatly
The problem of analyzing and processing work of amount data is required for manually going to complete.
Brief description of the drawings
In order that the purpose of the present invention, technical scheme and beneficial effect are clearer, the present invention provides drawings described below and carried out
Explanation：
Fig. 1 is integrated stand composition of the invention；
Fig. 2 is that sensor network data is converted into the data format after IPv4 messages；
Fig. 3 is the construction method figure of sensor body and industrial application body；
Fig. 4 is the flow chart that sensor network data updates instances of ontology；
Fig. 5 semantic sensors Web interaction figure.
Embodiment
Below in conjunction with accompanying drawing, the preferred embodiments of the present invention are described in detail.
Referring to Fig. 1, the application embodiment provides a kind of management system of sensor network data, the management system
Including application layer, middleware layer, semantic layer, original data processing layer and sensing layer, wherein：
The sensing layer includes sensor node and router node, and the sensing layer is used to gather industrial production environment number
According to, and provide data source for the renewal of instances of ontology；
The original data processing layer, including original data processing module and raw data databases, the initial data
Process layer is used to realize the expression of data, classification and filtered, and after data format is changed by gateway device storage to institute
State in raw data databases；
The semantic layer includes sensor body and industrial application body, and the semantic layer is used for support body more
Newly, extend, check and perfect；In the semantic layer, body is stored in semantic graphic data base；In the semantic layer
In, sensor network data carries out the judgement of threshold value, wherein, the interface pair that qualified data pass through semantic graphic data base
Example in body carries out numerical value renewal；
Described middleware layer, the HTTP request for handling browser or application program, and query semantics figure number
According to storehouse, http response is returned to user；
The application layer includes browser and/or application program；Wherein, user passes through browser or application program pipe
Manage the real time information of sensor network data, monitoring sensor network operation state and commercial Application environment；The application layer
Show current information in the form of knowledge mapping, and provide the user a query interface, and by the query interface to
Its information interested of user feedback；By browser or application program, the position of sensor can be disposed.
In the present embodiment, the user includes domestic consumer and administrator；Wherein, domestic consumer can only be to passing
Sensor network data is checked and equipment can not be controlled；Administrator is not only able to check sensor network number
According to, and production environment and equipment can be controlled.
In the present embodiment, equipment and software sharing are as follows：Sensor node using 2.4GHz radio transceivers and
Control module CC2530,433MHz radio frequency transceiving module and STM32F103 controllers, 470MHz radio frequency transceiving modules
And STM32F103 controllers, 780MHz radio frequency transceiving modules and STM32F103 controllers.Sensor network and internet
The gateway of intercommunication is using wound S3C2440 development boards are raised, and the server of graphic data base operation is dawn A840-G10, operating system
For CentOS6.Ontological construction software is the TopBraidComposer (MaestroEdition) of TopQuadrant companies, language
Adopted graphic data base is the AllegroGraph of Franz companies.
The application also provides a kind of management method of sensor network data, and the management method includes：
Sensor and industrial application are modeled, unified ontology model is provided for industrial application；
The data of sensor node collection carry out preliminary data by gateway device and represent, classify and filter, Jin Ercun
Store up in raw data databases；
Gateway device is converted to sensor network data the data of IPv4 forms, and the data of the IPv4 forms are sent out
Deliver to PC ends；
Sensor network data is accessed by ontology database by the interface of ontology database；
The sensor network data for meeting preparatory condition is stored into ontology database by threshold value judgment module；
Judge whether there is the information of default sensor node in ontology database；If it does, by ontology data
The information updating of sensor node is preset described in storehouse；If it does not, creating the example of a sensor node；
Application program or browser send HTTP request to Web server, and by backend applications to body number
Conducted interviews according to the content in storehouse；The Web server is by http response to application program or browser returning result.
In the present embodiment, sensor and industrial application modeling are included：
Front end awareness apparatus and industrial application are modeled using semantic technology so that field term and vocabulary have
Clear and definite implication；Wherein, by Ontology Modeling, term and its between incidence relation determined in a kind of machine understandable mode
Justice, meanwhile, it is semantic that sensor network data has been assigned time, space and theme.
In the present embodiment, methods described also includes：
A property value by the data of dynamic change in the way of blank node as sensor instance；Also, application
Program is able to detect that the data that sensor is sent, and updates the data on blank node in real time；The dynamic change
Data include the numerical value and acquisition time that sensor is gathered.
In the present embodiment, methods described also includes：
By analyzing sensor network data, thus it is speculated that go out the operation conditions of current sensor network and the industry of detection
The abnormality of application environment, and send instruction production environment is regulated and controled.
In the present embodiment, the browser or the application deployment sensor node information, the sensing
Device nodal information includes the measurement position of sensor node；Correspondingly, methods described also includes：
The order of deployment sensor node is performed from browser or application program, and is updated in semantic graphic data base
One sensor instance.
In the present embodiment, source address, destination address, numerical value, sensor network are included in the sensor network data
At least one of network agreement；Correspondingly, instances of ontology update module extracts corresponding data bit value, and by the corresponding of extraction
Data bit numerical value is used to update the example in ontology database.
In the present embodiment, the browser or the application program are additionally operable to provide the user query interface, lead to
The input instruction for crossing user retrieves user's resource interested, and by Query Result in the form of a table or with knowledge mapping
Form shows user.
Specifically, for existing body constructing method in sensor body and the unworthiness of domain body, integrate existing
Have after body constructing method, the present invention proposes a kind of body constructing method.
The present invention realizes that the concrete scheme of the above method is：Extract attribute sensor feature, planned project demand；Utilize this
Body the build tool carries out analysis modeling, forms preliminary ontology file；Sensing data is carried out data expressions, data classification and
Preliminary screening, is configured to update the data format of sensor body example；Sensor gathered data is updated by network and arrived
In semantic graphic data base；Constantly update and safeguard according to demand ontology file.
The sensor attributive character includes sensor ID, sensing data source address and destination address, protocol version, life
Business men, associated people, equipment or environment etc..
The body constructing method that the present invention is designed is considered as the mode for using OWL and SHACL language to combine or with simple
Ground SHACL language is modeled.
The data management of sensor network method that the present invention is designed, the letter of the dynamic change such as sensing data, temporal information
Breath is, it is necessary to be bundled on a blank node.In this manner, a blank node has multiple each other with contact
Information.At this moment, blank node uses attribute rdf:NodeID represents, and only related to current ontology file.
The data management of sensor network method, the information that can be gathered from sensor node is from capturing industrial production
Knowledge in field.For example, when temperature is less than zero degree and air humidity is more than 80, then it can be inferred that the production environment may be tied
Ice.At this moment, system should send warning message to user.Also, system should send the instruction automatically adjusted to environment,
So that production environment returns to normal level.
The sensing layer includes sensor node, router node and the equipment with gathered data ability.The layer is adopted
Collect industrial production environment data, updated for instances of ontology and data source is provided.
The original data processing layer, realizes the expression, classification and filtering of data, and data format is set by gateway
Stored after standby conversion in raw data databases.
The semantic layer includes sensor body and industrial application body.This layer is also answered the renewal of support body, expanded
Exhibition, inspection and consummating function.Body is stored in semantic graphic data base in the layer.In addition, sensor network data is first
The judgement of threshold value can be carried out, qualified data will enter line number by semantic graphic data base API to the example in body
Value updates.
The HTTP request of described middleware layer, processing browser or application program, and query semantics graphic data base,
Http response is returned to user.The backend applications of this layer should include the various operations to semantic graphic data base.
The application layer is browser or application program.User can be sensed by browser or application program management
The real time information of device network data, monitoring sensor network operation state and commercial Application environment.The layer should be able to be with knowledge
The form of collection of illustrative plates shows current information, and provides the user a query interface, interested intelligently to inquire about user
Information.Additionally by browser or application program, user can dispose to sensor, for example sensing station.
The user should include domestic consumer and administrator.Domestic consumer can only be looked into sensor network data
See and equipment can not be controlled, therefore their authority is than relatively low；Administrator is not only able to check sensor network
Data, and production environment and equipment can be controlled.
The present invention is not enough for moment sensor data semantic, it is difficult to the problem of sharing and reuse, and proposes a kind of Zhi Yuyi
The method of the mode management of sensor data of change, it is ensured that the definite semantic and relevance of sensor network data, this method
It can be used for reference to fields such as other smart homes, weather forecasting, intelligent transportation.
The present invention has further the advantage that：
(1) with SHACL and OWL Language Modelings, it is ensured that the accuracy and table of sensor and field of industrial production body
The completeness reached.
(2) due to the use of body and reasoning tool, the intelligent management of sensor network data is realized and abundant
Knowledge reasoning.
As shown in Fig. 2 the data of sensor network collection are forwarded to gateway device by routing device, gateway is by sensor
Data conversion is into IPv4 messages.Source address, destination address, sensor collection numerical value etc. are contained in the message is used for instances of ontology
The information of renewal.
As shown in figure 3, the application, which combines seven footworks, TOVE methods and METHONTOLOGY methods etc., proposes one kind for structure
The method for building sensor body and industrial application body.This method is divided into body planning stage, ontological construction preanalysis
Stage, ontological construction stage, body examination phase and body application and maintenance phase.Body plans the rule of main finished item
Draw, demand analysis and the research work of pertinent literature.The field of ontological construction preanalysis stage clear and definite body, field concept and
Relation between concept.The ontological construction stage defines class, attribute, the domain of definition of attribute and codomain, about using ontology edit tool
Beam and the example for creating class.Body examination phase is checked the class and attribute in body using graphical tools, and is led to
Cross the validity that test platform verifies its function.Ontological construction process is recorded during ontological construction, and formation is used
Illustrate document.The application of body and maintenance phase carry out practical application to body, and the deficiency that occurs in use and new
Demand improved and safeguarded.
As shown in Fig. 4 sensor network data process charts, application program reads particular port and IP sensor network
IP address in network data, analyze data, judges whether the sensor node is registered in semantic graphic data base.If sensing
Device node is unregistered, then a sensor instance is first created in semantic graphic data base；If sensor node has been registered,
Then the information in sensing data in each data bit is updated into instances of ontology by matched rule, and then realizes sensor network
Storage of the network data in semantic graphic data base.
In this application, the class that can be related to according to sensor body and its relation each other, build and are applied to work
The sensor body of industry production.Specifically, the ontological construction stage, by defining class, attribute, attribute definition domain and codomain and about
The mode of beam, it is possible to achieve the structure of sensor body and industrial application body.
As shown in figure 5, browser represents semantization data management of sensor network platform.By browser, user can be with
Management of sensor network data and industrial production environment.AGWebView is one that AllegroGraph graphic data bases are provided
Storage and the interface of management ontology data.Gruff is one and checks AllegroGraph graphic data bases in patterned mode
The software of middle body.
As shown in figure 5, browser sends HTTP request to Web server, HTTP request is forwarded to rear end by Web server
Application program goes processing.Backend applications pass through SPARQL language manipulation databases.Database root is asked result according to user
Return to Web server.Returning result is sent to browser by Web server in the way of http response again.
The beneficial effects of the present invention are：
The present invention provides unified Data sharing model for sensing data by Ontology Modeling.Therefore, this method can be with
Effectively management of sensor network data and commercial Application environment, can solve the problem that the intellectuality of traditional sensors network is very low, greatly
The problem of analyzing and processing work of amount data is required for manually going to complete.
Finally illustrate, preferred embodiment above is merely illustrative of the technical solution of the present invention and unrestricted, although logical
Cross above preferred embodiment the present invention is described in detail, it is to be understood by those skilled in the art that can be
Various changes are made to it in form and in details, without departing from claims of the present invention limited range.
Claims (9)
1. a kind of management system of sensor network data, it is characterised in that the management system includes application layer, middleware
Layer, semantic layer, original data processing layer and sensing layer, wherein：
The sensing layer includes sensor node and router node, and the sensing layer is used to gather industrial production environment data,
And provide data source for the renewal of instances of ontology；
The original data processing layer, including original data processing module and raw data databases, the original data processing
Layer is used to realize the expression of data, classification and filtered, and the original is arrived in storage after data format is changed by gateway device
In beginning data database；
The semantic layer include sensor body and industrial application body, the semantic layer be used for support body renewal,
Extend, check and perfect；In the semantic layer, body is stored in semantic graphic data base；In the semantic layer, pass
Sensor network data carries out the judgement of threshold value, wherein, qualified data are by the interface of semantic graphic data base to body
In example carry out numerical value renewal；
Described middleware layer, the HTTP request for handling browser or application program, and query semantics graphic data base,
Http response is returned to user；
The application layer includes browser and/or application program；Wherein, user is passed by browser or application program management
The real time information of sensor network data, monitoring sensor network operation state and commercial Application environment；The application layer is to know
The form for knowing collection of illustrative plates shows current information, and provides the user a query interface, and by the query interface to user
Feed back its information interested；By browser or application program, the position of sensor can be disposed.
2. management system according to claim 1, it is characterised in that the user uses comprising domestic consumer and keeper
Family；Wherein, domestic consumer can only be checked to sensor network data and equipment can not be controlled；Administrator is not
But sensor network data can be checked, and production environment and equipment can be controlled.
3. a kind of management method being applied in management system as claimed in claim 1 or 2, it is characterised in that the management
Method includes：
Sensor and industrial application are modeled, unified ontology model is provided for industrial application；
The data of sensor node collection carry out preliminary data by gateway device and represent, classify and filter, and then storage is arrived
In raw data databases；
Gateway device is converted to sensor network data the data of IPv4 forms, and by the data of the IPv4 forms send to
PC ends；
Sensor network data is accessed by ontology database by the interface of ontology database；
The sensor network data for meeting preparatory condition is stored into ontology database by threshold value judgment module；
Judge whether there is the information of default sensor node in ontology database；If it does, by ontology database
The information updating of the default sensor node；If it does not, creating the example of a sensor node；
Application program or browser send HTTP request to Web server, and by backend applications to ontology database
In content conduct interviews；The Web server is by http response to application program or browser returning result.
4. management method according to claim 3, it is characterised in that wrapped to sensor and industrial application modeling
Include：
Front end awareness apparatus and industrial application are modeled using semantic technology so that field term and vocabulary have clear and definite
Implication；Wherein, by Ontology Modeling, term and its between incidence relation defined in a kind of machine understandable mode,
Meanwhile, it is semantic that sensor network data has been assigned time, space and theme.
5. method according to claim 3, it is characterised in that methods described also includes：
A property value by the data of dynamic change in the way of blank node as sensor instance；Also, application program
The data that sensor is sent are able to detect that, and update the data on blank node in real time；The data of the dynamic change
The numerical value and acquisition time gathered including sensor.
6. management method according to claim 3, it is characterised in that methods described also includes：
By analyzing sensor network data, thus it is speculated that go out the operation conditions of current sensor network and the commercial Application of detection
The abnormality of environment, and send instruction production environment is regulated and controled.
7. it is according to claim 3 according to management method, it is characterised in that the browser or the application deployment
Sensor node information, the sensor node information includes the measurement position of sensor node；Correspondingly, methods described is also wrapped
Include：
The order of deployment sensor node, and the renewal one in semantic graphic data base are performed from browser or application program
Sensor instance.
8. management method according to claim 3, it is characterised in that in the sensor network data comprising source address,
At least one of destination address, numerical value, sensor network protocol；Correspondingly, instances of ontology update module extracts respective counts
According to bit value, and by the corresponding data bit value of extraction for updating the example in ontology database.
9. management method according to claim 3, it is characterised in that the browser or the application program are additionally operable to
Query interface is provided the user, user's resource interested is retrieved by the input instruction of user, and by Query Result with table
Form or user is showed in the form of knowledge mapping.
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| CN114070863B (en) * | 2021-10-25 | 2023-09-29 | 武汉慧联无限科技有限公司 | Data processing method and device, electronic equipment and storage medium |
| CN115062350A (en) * | 2022-06-10 | 2022-09-16 | 深圳市一卓科技有限公司 | Correlation matching system of Internet of things and security chip |
| CN115062350B (en) * | 2022-06-10 | 2023-11-24 | 深圳市一卓科技有限公司 | Correlation matching system of Internet of things and security chip |
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